{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Lesson 14.1 - Plotting with Seaborn: Controlling figure aesthetics\n",
    "\n",
    "*Facsimile of [Seaborn tutorial](http://stanford.edu/~mwaskom/software/seaborn/tutorial.html).*\n",
    "\n",
    "Drawing attractive figures is important. When making figures for yourself, as you explore a dataset, it's nice to have plots that are pleasant to look at. Visualizations are also central to communicating quantitative insights to an audience, and in that setting it's even more necessary to have figures that catch the attention and draw a viewer in.\n",
    "\n",
    "Matplotlib is highly customizable, but it can be hard to know what settings to tweak to achieve an attractive plot. Seaborn comes with a number of customized themes and a high-level interface for controlling the look of matplotlib figures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(sum(map(ord, \"aesthetics\")))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's define a simple function to plot some offset sine waves, which will help us see the different stylistic parameters we can tweak."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sinplot(flip=1):\n",
    "    x = np.linspace(0, 14, 100)\n",
    "    for i in range(1, 7):\n",
    "        plt.plot(x, np.sin(x + i * .5) * (7 - i) * flip)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is what the plot looks like with matplotlib defaults:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To switch to seaborn defaults, simply import the package using `import seaborn as sns` and type `sns.set`.\n",
    "\n",
    "Install `seaborn` if you don't have it already: from inside your desired conda environment, run the command `conda install seaborn`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# switch to seaborn defaults\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The seaborn defaults break from the MATLAB-inspired aesthetic of matplotlib to plot in more muted colors over a light gray background with white grid lines. We find that the grid aids in the use of figures for conveying quantitative information; in almost all cases, figures should be preferred to tables. The white-on-gray grid that is used by default avoids being obtrusive. The grid is particularly useful in giving structure to figures with multiple facets, which is central to some of the more complex tools in the library.\n",
    "\n",
    "Seaborn splits matplotlib parameters into two independent groups. The first group sets the aesthetic style of the plot, and the second scales various elements of the figure so that it can be easily incorporated into different contexts.\n",
    "\n",
    "The interface for manipulating these parameters are two pairs of functions. To control the style, use the `axes_style` and `set_style` functions. To scale the plot, use the `plotting_context` and `set_context` functions. In both cases, the first function returns a dictionary of parameters and the second sets the matplotlib defaults."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Styling figures with `axes_style` and `set_style`\n",
    "\n",
    "There are five preset seaborn themes: `darkgrid` (default), `whitegrid`, `dark`, `white`, and `ticks`. They are each suited to different applications and personal preferences. As mentioned above, the grid helps the plot serve as a lookup table for quantitative information, and the white-on grey helps to keep the grid from competing with lines that represent data. The `whitegrid` theme is similar, but it is better suited to plots with heavy data elements:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.80599761, -1.01998744, -0.20984338,  1.5339199 ,  2.13851177,\n",
       "         0.55455318],\n",
       "       [-0.93344575,  1.31508022,  2.52033987, -0.34569727,  1.88924472,\n",
       "         3.06909213],\n",
       "       [-0.34138991, -0.00521104,  0.83826965,  0.74431758,  0.6953153 ,\n",
       "         2.29606686],\n",
       "       [ 1.13731585,  0.29993136,  1.98293321,  0.43116569,  1.89488735,\n",
       "         1.5665543 ],\n",
       "       [ 0.37892569,  0.32892184,  0.49832548, -0.10304403,  2.06510083,\n",
       "         2.69116086]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = np.random.normal(size=(20, 6)) + np.arange(6) / 2\n",
    "data[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a24576240>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"whitegrid\")\n",
    "sns.boxplot(data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For many plots, (especially for settings like talks, where you primarily want to use figures to provide impressions of patterns in the data), the grid is less necessary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"dark\")\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sometimes you might want to give a little extra structure to the plots, which is where ticks come in handy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"ticks\")\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Removing spines with `despine`\n",
    "\n",
    "Both the ``white`` and ``ticks`` styles can benefit from removing the top and right axes spines, which are not needed. It's impossible to do this through the matplotlib parameters, but you can call the seaborn function `despine` to remove them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some plots benefit from offsetting the spines away from the data, which can also be done when calling `despine`. When the ticks don't cover the whole range of the axis, the ``trim`` parameter will limit the range of the surviving spines."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/luke.thompson/miniconda3/envs/python3/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots()\n",
    "sns.violinplot(data=data)\n",
    "sns.despine(offset=10, trim=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also control which spines are removed with additional arguments to `despine`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"whitegrid\")\n",
    "sns.boxplot(data=data)\n",
    "sns.despine(left=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Temporarily setting figure style\n",
    "\n",
    "Although it's easy to switch back and forth, you can also use the `axes_style` function in a ``with`` statement to temporarily set plot parameters. This also allows you to make figures with differently-styled axes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"darkgrid\"):\n",
    "    plt.subplot(211)\n",
    "    sinplot()\n",
    "plt.subplot(212)\n",
    "sinplot(-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overriding elements of the seaborn styles\n",
    "\n",
    "If you want to customize the seaborn styles, you can pass a dictionary of parameters to the ``rc`` argument of `axes_style` and `set_style`. Note that you can only override the parameters that are part of the style definition through this method. (However, the higher-level `set` function takes a dictionary of any matplotlib parameters).\n",
    "\n",
    "If you want to see what parameters are included, you can just call the function with no arguments, which will return the current settings:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'axes.facecolor': 'white',\n",
       " 'axes.edgecolor': '.8',\n",
       " 'axes.grid': True,\n",
       " 'axes.axisbelow': True,\n",
       " 'axes.labelcolor': '.15',\n",
       " 'figure.facecolor': 'white',\n",
       " 'grid.color': '.8',\n",
       " 'grid.linestyle': '-',\n",
       " 'text.color': '.15',\n",
       " 'xtick.color': '.15',\n",
       " 'ytick.color': '.15',\n",
       " 'xtick.direction': 'out',\n",
       " 'ytick.direction': 'out',\n",
       " 'lines.solid_capstyle': 'round',\n",
       " 'patch.edgecolor': 'w',\n",
       " 'image.cmap': 'rocket',\n",
       " 'font.family': ['sans-serif'],\n",
       " 'font.sans-serif': ['Arial',\n",
       "  'DejaVu Sans',\n",
       "  'Liberation Sans',\n",
       "  'Bitstream Vera Sans',\n",
       "  'sans-serif'],\n",
       " 'patch.force_edgecolor': True,\n",
       " 'xtick.bottom': False,\n",
       " 'xtick.top': False,\n",
       " 'ytick.left': False,\n",
       " 'ytick.right': False,\n",
       " 'axes.spines.left': True,\n",
       " 'axes.spines.bottom': True,\n",
       " 'axes.spines.right': True,\n",
       " 'axes.spines.top': True}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.axes_style()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can then set different versions of these parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"darkgrid\", {\"axes.facecolor\": \".9\"})\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'axes.facecolor': '.9',\n",
       " 'axes.edgecolor': 'white',\n",
       " 'axes.grid': True,\n",
       " 'axes.axisbelow': True,\n",
       " 'axes.labelcolor': '.15',\n",
       " 'figure.facecolor': 'white',\n",
       " 'grid.color': 'white',\n",
       " 'grid.linestyle': '-',\n",
       " 'text.color': '.15',\n",
       " 'xtick.color': '.15',\n",
       " 'ytick.color': '.15',\n",
       " 'xtick.direction': 'out',\n",
       " 'ytick.direction': 'out',\n",
       " 'lines.solid_capstyle': 'round',\n",
       " 'patch.edgecolor': 'w',\n",
       " 'image.cmap': 'rocket',\n",
       " 'font.family': ['sans-serif'],\n",
       " 'font.sans-serif': ['Arial',\n",
       "  'DejaVu Sans',\n",
       "  'Liberation Sans',\n",
       "  'Bitstream Vera Sans',\n",
       "  'sans-serif'],\n",
       " 'patch.force_edgecolor': True,\n",
       " 'xtick.bottom': False,\n",
       " 'xtick.top': False,\n",
       " 'ytick.left': False,\n",
       " 'ytick.right': False,\n",
       " 'axes.spines.left': True,\n",
       " 'axes.spines.bottom': True,\n",
       " 'axes.spines.right': True,\n",
       " 'axes.spines.top': True}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.axes_style()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scaling plot elements with `plotting_context` and `set_context`\n",
    "\n",
    "A separate set of parameters control the scale of plot elements, which should let you use the same code to make plots that are suited for use in settings where larger or smaller plots are appropriate.\n",
    "\n",
    "First let's reset the default parameters by calling `set`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The four preset contexts, in order of relative size, are ``paper``, ``notebook``, ``talk``, and ``poster``. The ``notebook`` style is the default, and was used in the plots above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context(\"paper\")\n",
    "plt.figure(figsize=(8, 6))\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context(\"talk\")\n",
    "plt.figure(figsize=(8, 6))\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context(\"poster\")\n",
    "plt.figure(figsize=(8, 6))\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most of what you now know about the style functions should transfer to the context functions.\n",
    "\n",
    "You can call `set_context` with one of these names to set the parameters, and you can override the parameters by providing a dictionary of parameter values.\n",
    "\n",
    "You can also independently scale the size of the font elements when changing the context. (This option is also available through the top-level `set` function)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: \"rc\" is old unix jargon meaning commands are automatically **r**un at startup and they **c**onfigure your stuff."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarly (although it might be less useful), you can temporarily control the scale of figures nested under a `with` statement.\n",
    "\n",
    "Both the style and the context can be quickly configured with the `set` function. This function also sets the default color palette, but that will be covered in more detail in the next section of the tutorial."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
